Capital Rx, 1 World Trade Center, New York, NY 10007, USA.
Department of Psychiatry and Behavioral Science, Stony Brook University, Stony Brook, NY 11794, USA.
Sensors (Basel). 2024 Feb 1;24(3):946. doi: 10.3390/s24030946.
Accelerometers have been used to objectively quantify physical activity, but they can pose a high burden. This study was conducted to determine the feasibility of using a single-item smartphone-based ecological momentary assessment (EMA) in lieu of accelerometers in long-term assessment of daily exercise. Data were collected from a randomized controlled trial of intermittently exercising, otherwise healthy adults (N = 79; 57% female, mean age: 31.9 ± 9.5 years) over 365 days. Smartphone-based EMA self-reports of exercise entailed daily end-of-day responses about physical activity; the participants also wore a Fitbit device to measure physical activity. The Kappa statistic was used to quantify the agreement between accelerometer-determined (24 min of moderate-to-vigorous physical activity [MVPA] within 30 min) and self-reported exercise. Possible demographic predictors of agreement were assessed. Participants provided an average of 164 ± 87 days of complete data. The average within-person Kappa was = 0.30 ± 0.22 (range: -0.15-0.73). Mean Kappa ranged from 0.16 to 0.30 when the accelerometer-based definition of an exercise bout varied in duration from 15 to 30 min of MVPA within any 30 min period. Among the correlates examined, sex was significantly associated with agreement; mean agreement was higher among women ( = 0.37) than men ( = 0.20). Agreement between EMA self-reported and accelerometer-measured exercise was fair, suggesting that long-term exercise monitoring through a single-item EMA may be acceptable.
加速度计已被用于客观量化身体活动,但它们可能带来很大的负担。本研究旨在确定使用基于智能手机的单一项目生态瞬时评估(EMA)代替加速度计进行日常运动量的长期评估的可行性。该研究数据来自一项随机对照试验,共纳入 79 名间歇性运动的健康成年人(57%为女性,平均年龄:31.9 ± 9.5 岁),随访 365 天。基于智能手机的 EMA 自我报告的运动包括每天结束时关于体力活动的反应;参与者还佩戴了 Fitbit 设备来测量体力活动。Kappa 统计量用于量化加速度计确定的(30 分钟内 24 分钟的中等至剧烈体力活动 [MVPA])与自我报告的运动之间的一致性。评估了可能的人口统计学预测因素。参与者提供了平均 164 ± 87 天的完整数据。个体内 Kappa 的平均值为 = 0.30 ± 0.22(范围:-0.15-0.73)。当基于加速度计的运动定义在任何 30 分钟期间内的 15-30 分钟 MVPA 内变化时,平均 Kappa 范围从 0.16 到 0.30。在检查的相关性中,性别与一致性显著相关;女性( = 0.37)的平均一致性高于男性( = 0.20)。EMA 自我报告的运动与加速度计测量的运动之间的一致性为适度,这表明通过单一项目 EMA 进行长期运动监测可能是可以接受的。